The device learning algorithm, random forest, together with MACCS descriptors, is utilized for prediction. It offers a swift screening method for evaluating chemical toxicity, figuring out molecular elements that raise or lessen toxicity, and giving fragment contribution predictions.Conflicting experiences on the ability of synthetic cathinones to